{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "worthy-minister",
   "metadata": {},
   "source": [
    "### Simple ternary contour plot with plotly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "environmental-kingston",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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s0bRH0WZgG9Gx0pAESMC1BCjoruVL7yQgikBdK9jmgc+jYOcRUWOq4kJhGp2Igg9d+2b7lYJpPaA1HtvxGNvYRFWLRiTgegIUdNcz5gwkIIrA8c+2YNdDC0TZCkbnJyTCmKGD7aB7np03FBjb2ESXi4Yk4HICFHSXI+YEJOCYQKXFivXx02AzWRwbA6iODUbBnT1g/MAzV+d1QQptbMILcrpQnai4aUQCJOA6AhR017GlZxIQTSBj1jJkzV0r2r74js4w5oSgYp9r+87FBHT1zKsxfM5wMaa0IQEScCEBCroL4dI1CYghILSpCZvI2G1VYsxRE+4P4yO9YXrXs1fndcH6+PvUbjbDNjZR5aMRCbiMAAXdZWjpmAQaJ1Bjr6k99ERKm5rgseSOTjCZW6Bsi3s2khFTx7o2tpqaGmg0GjFDaEMCJKAwAQq6wkDpjgSkEDiXegC/3PC6+CEawDhjAIxvlYof4ybLB/c9hPbJ7dw0G6chARKoT4CCzjVBAh4gIFzJClfom5JmwHLotOgIrMPawBTUEpb13nN1Xhd829cT8ODMe6HRQvJVeuF5C6bMfBcZh3Jq3S2dPxP9k7s2yMVabsMr8z7B95vT/vi+MXvRcGlIAk2cAAW9iReQ4TddAjmLU7Fn8hJJCRjnDIF5TjHsxXZJ41xtrA3UIuJ1PboEj8SISfGSpqsT6EF9E3H7jdfg6IkzeGHOEvxj1kQktGt1mS9B/D9dsQFTHhyLwAB/7ErPwqw5S7D4zRkN2ksKhsYk0IQJUNCbcPEYuvME6l/t/f3ZR2pF5Uqf+leSj959I56eNE5yIFLb1IQJbEl65HfpgOKvve/qXNdFh4o+UTiZGo0Pcm5EYKifaCaCgM9bsAJznp+IiPBQ1Bd4R47qajJj0rgrXtU78sHvSUANBCjoaqgic5BN4J3FX9WOFUTZkTDUFxqpwnNxkOlPLUX2/PWS4i6c2AumnzSoPFIpaZw7jINHBeNsVTRyfwjEjdM74aF3k0VPK1xhv734Kyyc+1StoAufi+viyJGjK3pH4/k9CaiFAAVdLZVkHpIJCAI+a/YSPDN1wh+3ahsTkoYEX4rw1AVYnHkKKUkzAHuN6JirY4JQMLk3jK8ViR7jTsPA+yJxZGcUig771T5DfztjJNokhokKQRD0Vd9twWvPPFJ7C12KoDvzo0pUcDQigSZEgILehIrFUJUl0NCV3er1vyBtT+Yl4nLxrML3L735Se1LWx07tL7sB0FjEdbt17519GzkbUyXlEzZjfE4VxQJ63b3nqomNsiAxwzYv8yAqv89DUgeFYvnNwytffFPaM1r7CP3Cr1OzGOjI2U99hCbG+1IoKkQoKA3lUoxTsUJ1H92K0zgSNDrfgQIthlZxyD1GXpeSjq2jpotORfT0wNgfK8MNVXir+olTyJzgI/BB7636bH3w6hLPDy/cSiSR8Y26HX16tW4/fbba7+T8wydYi6zWBymagIUdFWXl8k1RkDqFXr9W/QNiUpGRgZ++umnS6YdPHgw+vbpC3tlFVJ7PyupTU1wVNFTD1PnDjjvhS/DCfEF9A9ARY8o/PZp+CV5t+4Wijf3jYCvv/aSNjZBzLdt24a333671t7RW+5CnSY9+zbmzJpY+9Ibb7Pz3zUJNEyAgs6V0WwJSH2GLuaK/vjx4xBE/eLP8OHDERQUhKw31iJj5jLJvM/fnQjjHh1shz13qlpjQQePDMap0hic+TXgMrN75iZh7HN/9pOXlJTgvvvuw6JFixAb++fVe2N96PUFve6/z54zXzKf1LslkgvBASTg5QQo6F5eIIbnWgKNveVeJzLjbhlW28pW/7+l3PYtNxZjQ/w0VJWUS0rIHuoHs3C73UtfhhOSCZkaid9To1CUfXmrWkCIL97PuRHhhgunsS1YcOF42KlTp0riQGMSIAHHBCjojhnRQsUEGutDry/gAob6V4dirwr3TFmCnEWpkklar2sDU0RLWL7xvt7zumSi5hnw31f1qCxt+OW3EZPjMXFhX9jtdowbNw5Lly5FSEiIZBYcQAIk0DgBCjpXCAm4mIB5RzZ+HPyipDa1upAKH+gJ0xYtKk96X++5EKM2XAu/u/XYu0h/RYoXt7HZbDb4+19oTeOHBEhAWQIUdGV50hsJ/EGgrk1t88DnUbDziGQy1S0CYL4nCaYF3nt1rkvUwT40EumLIxrNL+n6aLyU+hfUMZEMgwNIgAQcEqCgO0REAxKQTyB35XakTZgvy0H5dXEwRraE5WvvO1mtLqGgEUEwB+uRs9bxLfTpKwZh8Pg4WSw4iARIwDEBCrpjRrQgAVkEqisqsaHTE7DmXvo2tlhnRff1gGm7H2w53vl2u5BH4JhQnMyNRv7eCy+9NfaJigvEe9mj4afzcWTK70mABGQQoKDLgMYhJCCGQOZrq3Dw1VViTC+zqQnwhWn2EBifNska765BIZOjkLk+EpaT4g5jqd/G5q44OQ8JNAcCFPTmUGXm6HYCZSdNtVfndluVrLkr+hhQ0LsDCj/23tvtQmJRb0Vj+8tRqCprfHvXOghCG9s7B0dC3zZIFhcOIgESuDIBCjpXBwm4gEDa3fORu2K7bM+WmxNgPNcC5buk9a3LnlDGQE2QBgEPGbB7wZXfcG/I7eAJcZi+fJCMGTmEBEigMQIUdK4PElCYQG2b2qAXnPJqfrI/TF9WoNpU7ZQfVw726+AHvzujsGtepORp/pF2HToNvHTvd8lOOIAESOASAhR0LggSUIiAs21qdWFUt9Ch4Kl+ML7inUel1sUp7OFu7RqFzH9fuoe7GJwdB0Ri9o7hok5jE+OPNiRAAgAFnauABBQkcPyzLdj10IXtTeV+KnobYGrXDufXeudRqXV5BQ0LQp42Brk/BspKderS/hj2YHtZYzmIBEjgcgIUdK4KElCIQKXFivXx02AzWZzyaBnfBea8MJT97L0byggJhtwbhtzjBpzZ5rhlrSEgoXp/fJBzIwJDxb0h7xRUDiaBZkCAgt4MiswU3UMgY9YyZM1d6/RkBdP7wrSmClUn5L0h73QAIh0ILWuHt0SgMEv+Vq5jZ3bFPXOSRM5IMxIggcYIUNC5PkhAAQLOtqldHIJxen+Y3rPWPl/25k/wo5H4bZ0BZefkbxQjnJUubDbDNjZvrjRjayoEKOhNpVKM0ysJCKKr0Wqw7bZ5OLN2l9MxVkcHwjylD0xefFxqXZJRbxmw/aUoVFm1TuXdf2wrPLNmCGpqaqDRiOtnd2pCDiYBlRKgoKu0sEzLfQTyUtKxddRsRSasTNLD1Ks9Cr/w7hfiNH4ahL2kx/aXDYrk/fzGoUgeGauILzohgeZKgILeXCvPvJ0mIFydC1eVm5JmwHLotNP+BAfWoa1wLqA1ylK9+4U4nwgf+E2Iwp6F0jaVuRKk1t1C8VbGSGi14FW6IiuJTpojAQp6c6w6c1aMQM7iVOyZvEQxf5YJXWA6FQrrr959he4b5wvdvVHYOVe5zWEmLuqLEZPiFWNJRyTQ3AhQ0JtbxZmvYgTKjcVISXzK6Ta1iwMqeLQnCn71ge137z1hTYjXr4sf7FcbcODjForxFNrY3skchXCDvDY4xQKhIxJoogQo6E20cAzb8wT2TFmCnEWpigZS+NdeMK4FqvK9u2VNl6xDWXwUslYrJ+gCyBGT4zFxYV9FmdIZCTQXAhT05lJp5qkogeLMU0hJmgEo3FpmnDcU5leLYC+1Kxqv0s4Crw5EcZweh5eHKupaowXezhiJNolhivqlMxJoDgQo6M2hysxRMQJ1+7VvHT0beRvTFfNb58j06mDkv3pecb9KOwz8SyDMIbE49r28bV8biyd5VCye3zAUdayVjp3+SECtBCjoaq0s83IZgTPf7sK2sfMU91+j84FpSh8Y53v3G+5C4sHXBeMshH3cAxTnIDhkG5tLsNKpyglQ0FVeYKanHAGhTc1eWYUNnZ6ANdesnOP/ebKH+cM8awCMswoV9620w5AxIcgrN+BEivJX6EKsQhvbm/tGQNhJjpvNKF09+lMrAQq6WivLvFxCIOuNtciYucwlvqsjA1DwQE8Y55e6xL+SToNvDMZpSwxOb3XNFboQ6z1zkzD2ua5Khk1fJKBqAhR0VZeXySlJQGhT2xA/DVUl5Uq6/cOXPUIH871JMH7g3T3oQsDBNwXj1PkYnPnVdYIeEOKL93NuZBubS1YbnaqRAAVdjVVlTi4h4Io2tYsDtYfrUDCzP/Kbwi33O0NwusCAUzLPQhdbILaxiSVFOxIAKOhcBSQggoB5RzZ+HPyi4m1qlwh6oC8K/tYX+W+ViIjIsybCLffc89E4u801z9DrshPa2P6x4zp07KfcjnSeJcfZScB1BCjormNLzyogUHcC2OaBz6Ng5xHXZqTVwPTcIOTPKXbtPAp4Dx4VjDPWGJz62XW33OvC7DqsBf7vpxE8jU2ButGFuglQ0NVdX2anAIHclduRNmG+Ap4cuzC9fQ1MLxbCbvXujWWCrg/C2apYnNriekH3CajBa+l90LlLR8cAaUECzZgABb0ZF5+pOyZQXVHpsja1hmYvmNIbpq/tqDJ699avQdcE4YwmBqd/du0td4GR1gcY/H/A5Bl3wF/n3NnrjitOCxJougQo6E23dozcDQQyX1uFg6+ucsNMF6YofDgJpl99UJld6bY55UwkbP1qCo/B8e+D5AyXPKb3C8Vo4X8rpih0/rrkADiABJoAAQp6EygSQ/QMgbKTptqrc7vNfVfLlts7wpTXAtbt3t26FjAoANZOUcj8d7hbijPkrUIsf/0qrNnfFS3b+rllTk5CAk2NAAW9qVWM8bqcgLAjnEarQdrd85G7YrvL57t4gvKhrXAuuA1KN3r35jK6HjqUd49C5kplT1u7EuxuU0uRsrwXho40YN7yNnxBzq2rkpM1FQIU9KZSKcbpVgK1bWqDXnDrnMJklV0iYL6qIwqWevd+7n4d/IAb9EhfHOEWRj2esOCHr3qiIC8Iy9Lao+dA99zqd0tynIQEFCJAQVcIJN2og4BwwhdqavDT4Bdd36bWADJ7qD8KXhyI/OcKvBqoj8EHwX+Lwn9f1bslzl5PF2PLt4k4ezQcSQMC8cX29tBqwX3e3UKfkzQVAhT0plIpxuk2AjmLU7Fn8hK3zVd/IvPUvjAus8Fe5L2taxp/DYL+ZsDOd90j6B3GlSPjt3iczLxwR+DlRS0xbpJ77g54bCFwYhKQSICCLhEYzdVNoNJixfr4abCZLB5L9Pw93WA6FIiKfRUei0HMxGEvGbDzLT2qrRox5k7ZJNxZiuxT7ZCVFlPrJ0Lvg405HREc6uOUXw4mATURoKCrqZrMxWkCGbOWIWvuWqf9OOOg/OpWMLdtg/PLvPvFuPDno3Dgcz1KTrleVNuNtOJ0RSwObGnzB9pHZ+rx1JxoZ1BzLAmoigAFXVXlZDLOECjOPIXU3s+6tU2toXirowJgvjMJpsXe/WJc4LgWOHbQAPNB17eRxV5VgfPhkdizsf0fyPz8NVif3ZFtbM4seo5VFQEKuqrKyWTkEKhrU9s6ejbyNqbLcaH4GOFcdFOqBlVn3dcDLzUJ4YCWvMoYnEx1/favhp42BPT2Q8pnPS4J87qxoXhvTRzb2KQWj/aqJEBBV2VZmZRUAnkp6dg6arbUYS6zLxveFka7AaU/uebsdSUCD+gbgMrkSBz42PW96CFtqpHwQDmWzx5wWeiLN7bFkJEhSqREHyTQpAlQ0Jt0+Ri8swSEq3PhRLVNSTNgOXTaWXeKja9poYNxQk+YFnnvbXehdc1njAH7PopULO8rOfLRAZ3/asU37/e7zCS+mz/WZCSwjc3lVeAE3k6Agu7tFWJ8Lifg6Ta1KyVY9EgSzLv8UJHhvW+7Bz9hQPrHUbCVuv7QlL4vFuPbhX1QbNZdhoxtbC7/Z8IJmgABCnoTKBJDdB2BcmMxUhKf8mib2pWyq2obCtPNiShYUOI6AE56DpoQgZzfomD+zUKMv+YAACAASURBVN9JT46HJ04qxd60eOTsv7z3XWhj+zYzAZEGX8eOaEECKiVAQVdpYZmWOAJ7pixBzqJUccYesCq8uztMu/289vS1wIGBKNQbcPR71z/DbjOsHOe0sdj/Y+sGKzFucgReXtjSA1XilCTgHQQo6N5RB0bhAQJCm1pK0gxA2O7VSz9VrUNQcH9PmOae98oItWFahD+nx68vuH7HuKgeNrQYosF3i5MbZCFsBSs8S09IvPyWvFfCY1AkoDABCrrCQOnO+wkI+7VrtRp4U5taY9SK7u2GwmPBXnukaugzUchcFYni467tR/cPs6PPrPP4ZNbVV8Q1ZFQIFm9oyzY27/9nyAhdQICC7gKodOn9BM58uwvbxs7z/kCFCLVamKf1w7n3vHPnuIAhATCHxOB4SrDLeXadbMWmFUkoKbryVfh7a+Nw3ZhQl8fCCUjA2whQ0L2tIozH5QSqKyqxodMTsOaaXT6XUhPYBraEsVUbnF/jfW1smhAN/O+Lxt5FUUqle0U/8ePKceCiQ1oaMoyN863dQc5f5/o3712eMCcgAQkEKOgSYNFUHQSy3liLjJnLmlwyhQ8lwbTNxytfkAuc0ALH9htgPuTa2+5xw8txDjFI3/znnu4NFfKpudF49DnXP9dvcouIAauaAAVd1eVlcvUJVBiLa09Tqyrx3h3YrlQ1e6AvzI/0hvFf3neV7t/DH9YuBmR9E+7SRRfRxQZdcgB+XNmt0XmCQrS1p7HJaWMrPG/BlJnvIuNQTu0cS+fPRP/krg7zspbb8Mq8T2rtXnvmEQQGuL6Vz2FQNGhWBCjozarc3pGsnD+Yu9Kz8ND0ubUJJHWLx8K5TyEiXPpz0l0PL8DxpVu8A4SMKGx9omFqH4ei1d73gyRyjh475uhhK3bdrW7/sBr0ef48Ppk5xCG9MQ+1wD8+beXQ7mKDOlEe1DcRt994DY6eOIMX5izBP2ZNREK7K/uqG/f95jTcNHwQBV0SdRorRYCCrhRJ+hFFQM4fTEHM3178lWwRrwvMvCMbPw56QVSc3mxUPKYzzMeDYN1f6VVhBowIRlGAHke/c+3Lcf1fLcI38/ujpMjxFfCytPboOTBINCdBwOctWIE5z0+s/cFYf71eydE7i79C+7jY2q/T9mRS0EUTp6GSBCjoStKkL4cEpP7BFK7mZ81egmemTmj0CqmxiYW92jUaDTYPfB4FO484jLEpGJim9oXpcxvsJXavCVfjo0HAJD12LzC4NKb4cRXIONgeJw463kM+aUAglu/oILqNraEfj4JYC5+nJ41rMK+Lv1+9/hcKukurT+eNEaCgc324lYDUP5jCD4BJz76Ns+f+fCP90btvvOIf1yslk7tyO9ImzHdrrq6crDomGOYx3WD60OrKaST7Dro1DLn5euSlue5I1Xajy2D20WPnug6i4pu3og1Gjw8TZSusz1XfbbnkCrsxQRcE/Hhu3h/rkYIuCjONXESAgu4isHTbMAGpfzDr29c9fx93y7DaZ5xiPpUWK1K6P92k2tTE5FU2sCWKYluh6FvveZ6ubaFFwKMG7HrbdS1skd1tCB3ogw2f9BSDCVLa2KT+4BTE/uPl6y+Lg8/RRZWGRgoToKArDJTuGicg9Q9mQz8ApF4FZcxahqy5a1VZmuKbO6HwXAhKd9m8Jr/AMWE4cSIaxnTHz7jlBK1rYUfbCVX4dlFv0cOnvmrA1FcufxRQUlKCefPm4bXXXqv1JfWRUP0ApK5N0QnQkAREEKCgi4BEE+UISP2DWd9eiKT+bc5169Zh5cqVlwT55JNPol+/fig7aardRMZuq1IuCS/zVPhwLxhTgKoz3pGjT4wPtDfra49VddWn65QybPyyF8qKxf1o8PPX1G4207LtpX3yn3/+OfLy8vDss8/WhuropU1Hd4go6K6qOP2KIUBBF0OJNooRkPoHs84+Njqy9jll3R/UGZPG/dEbXFpaCovF8keMwgtwBr0BWh8t0u6ej9wV2xWL3xsd1fj5wPzSVch/udBrwgt+KAJHdkWh4KA4wZUaeNfHyrBzayec+r2F6KGjJ4Rh3vI2f7wgJwj55MmT8cUXXyAk5M/T4hprq6Sgi8ZNQw8QoKB7AHpzn1LqH8z69n9/9hFRz8/V0qYmZr1UtQ+DeUhnmL/0jpfk/Nr5oXqYARmfiRdcMXnW2bQbacXJslY4uFVan/nFbWyvvPIKEhIS8MADD0iZmrYk4LUEKOheWxoGJpeAcJoaamrw0+AXVdOmJoaF8JJcYVRLnF9fIcbc5TZB90Xi8HY9zuf4Kj5XTP8K+Hf3R8rSHpJ8C21sX2xvD60G+NeCf2HatGmSxtOYBLyZAAXdm6vD2GQTyFmcij2Tl8ge31QHWm7qBJMxBNadnn9JTpeoQ2X/SGR8FqE4zuCW1WhzVyXWvNdXsu+XF7XEuEnKxyQ5EA4gAYUJUNAVBkp3nicgtKkJ+7XbTH8+V/d8VO6LoPDBJJh+9kHlcc/vJBc4MQoH/6OH9ZyP4gCSZpTiq3f6o6ZGI8l3hN6ndp/34FDlY5IUCI1JQGECFHSFgdKd5wmouU1NLF3T4/1g+qgCdqtnd5LT9dXB0iYG2d/++dKZ2Bwc2fWZWYyUZUkwnpTu+9GZejw1J9rRFPyeBJoUAQp6kyoXg3VEoDjzFFJ7P6vqNjVHDITv7S38Yb6/N4zvl4gxd6lN4KQo7P8iGpWl0q6kHQXV4Y5yHD3VBlk7YhyZXva90Mb29b54JCTqJI/lABLwVgIUdG+tDOOSRKBuv/ato2cjb2O6pLFqNa7qHIH85I4o+sqzx60GDAuB2V+P45vEH5Iipiaxg8pRqo/EDpFbwNb3OWRUCBZvaCt6n3cxMdGGBDxJgILuSfqcW1ECeSnp2DpqtqI+m7oz69A2MAfGoHiT57aH1fhrEPWmAT9P1yuKM7RdFaJGaLH+oyTZfhdvbIshI6Xfspc9IQeSgAsJUNBdCJeu3UOgxl5Te5W1KWkGLIdOu2fSJjSL5ZZOMJ4MRrkHj1sNGhuGU3kGnE1T7ha31q8G3aZZserd/rKrEd/NH2syEqDVovZEPn5IoCkToKA35eox9j8IZP9zPdKnLyWRKxAwT+kD05oqVOdVe4SRT7QPNKMM2P+54yNPpQSYOK0MKcuTYDHLP93tufmxuP9JZeOSkgNtSUApAhR0pUjSj8cIlBuLsSF+GqpKPHdb2WPJS5jY9MJVMM6xQLij4YlP4D0ROLJTj6Ijl+6n7kws3SaWIn13PI7uk387PyhEi5/y2iM4WP6PAmdy4FgSUIoABV0pkvTjMQJ7pixBzqJUj83fVCaubh0C002JMH9Y6pGQdUk6lHfXI3NFuGLzx11bjnzfaOxLjXPK50ufVWL8A72c8sHBJOBpAhR0T1eA8ztFQGhTS0maAXjoqtOp4D0w2No3FgVxrXB+rWe2hw15Wo99H+lhK9Yqkn1EVxuC+/tj07+7O+Vv8PgczJx9A+LjXXOYjFPBcTAJiCRAQRcJimbeRUDYr12r1eDnEX9H/g8Z3hWcl0dTMjoBpqJwlP3X/aIe8JdgmP0NOJ6qTAubLtyO3jOL8cmsIU5RH3x7DqI6d8OcOQlsY3OKJAd7kgAF3ZP0ObdTBHJXbkfahPlO+Wiugwsf6QXTZg0qT7h3e1htsBYBj+mx65/yn3nXr1mPJ6347pNkWC3yD4FJHHwO1ohgPDZxAMaMaa6rgnk3dQIU9KZewWYaf3VFJTZ0egLWXHMzJeB82sbpA2Cc7/7n6UH3RuBYRhRMB5S5vd35QSv27EhAbpb8A1faJpoR08eKzT/fgOzsGuh0bGFzfoXRg7sJUNDdTZzzKUIg6421yJi5TBFfzdWJcIa66ZrOKPjcvWeo67rpgOsjsPd9ZVrF4m8tRZ4tFrs3tpVdyqhWpRj2yBH83+t3Y+5c4LnnZLviQBLwGAEKusfQc2K5BCqMxbWnqbFNTS7BP8eVDWkFc0AMLJvde9xq0CQ9MlbpUV7g/Mtx+iQbfLoF4aevusgG4utfg1HTMvHGO3chJATIyQEMBtnuOJAEPEKAgu4R7JzUGQK7Hl6A40u3OOOCYy8iUHR/D5h2+sH2u/tEPeCGEJhr9Iq8HKeLtKPTwxX46u1+TtX1uonZ+GzlCBQXB+Ghh4BPP3XKHQeTgNsJUNDdjpwTOkPAvCMbPw56wRkXHNsAAdPMgTC+XYqaSvdsOuOj90HIE1HY/rIyL8cNmVeAf796FcpL5b8Y95f7j2L91oE4fvzCsappacDAgVwuJNB0CFDQm06tmnWkdW1qmwc+j4KdR5o1C1ckX9UhHKarO6Pg3+47mS3wgSgc/iUKxcfli3Adi4R7yrF3VzxOZ8t/MW7A2FwcyE3Anj0da90OGADs2AG2sbliwdGnSwhQ0F2ClU5dQYBtaq6g+qfPsuvbwlRtQMlP7tlCN+jqIBQZIpG9JszpxNrfWIYzFS2RvrmNbF89h51GSWg4vvtuwB8+VqwAxo+X7ZIDScCtBCjobsXNyeQSqLRYkdL9abapyQUoclzBfT1h2qJB1akqkSPkm2mDtAierkfabOdvuxt62xDSzwffL+kpO6B23c1I+Esh3l9w6x8+4uKAgweB0FDZbjmQBNxGgILuNtScyBkCGbOWIWvuWmdccKwIAtXhOhTckwTjQve0sgXd0wLZuwwoynbuwBZdhB1x46rwn8W9RWTZsEloZDn63XUaHyy+5RKDmTOBOXNku+VAEnAbAQq621BzIrkEyk6aajeRsdtcf9UoN0Y1jbP2j4HJ0AaW9a6/9R44OBCW1lH4fZXzt937vnwe38zvj7Ji+T8O7v/HTrz06n2orPzzub6/P5CdDbSV3+aupuXBXLyYAAXdi4vT3EMTjvnUaDVIu3s+cldsb+443Jp/4d2JMO32R2W2a7eG1YZo0eJlPbY+6/xt94TxFdif0R4nM+VvWHP7s/vw+coROHHiwpvudZ8JE4Dly/mCnFsXISeTTICCLhkZB7iTwLnUA/jlhtfdOSXnAmAP9IX5kd4w/sv1b70H3BeJ7G1RKD4m/8paKFrra8ph0sVgX6r8F+P63XISB892xO7dF950v/izaRMwYgSXBwl4LwEKuvfWpllHVlNTA+EKfVPSDFgOnW7WLDyVfNmAWJgNrWH53rW33gOHBKIwLAZHNzh3AltE50roR9Tg23/Jf47efegZIFaHr1YNvQx7t25ARoZwyh+g0XCvd0+tS857ZQIUdK4OryWQszgVeyYv8dr4mkNgBc/0h/nrSlQec92td58oH2jH6JH+SZRTSLV+wNVvmbHoyWtk+4lua0HSrWfx3gdjG/SxaBEwaZJs9xxIAi4lQEF3KV46l0tAaFMT9mu3mSxyXXCcAgSq9YEw35YE0xLXnsoW9GgUfvtOD2u+j1NRd3q4HL9u6grz6WBZfrS+wMipWXjrvdsbHK/XX9jnnW1ssvBykIsJUNBdDJju5RFIf2opsuevlzeYoxQlUDaqA0xVUSj5wXWtbEG3hCDfZsCJlECnYu84vhRHz8Th4NaWsv3cMXMfPvp8FM6cafiOAdvYZKPlQBcToKC7GDDdSydQnHkKKUkzALt79hWXHmHzG2F6egBMS6ywW+wuSd6vgx/87ozErnnO3XaPHVgBn646pH7WXXac19ybjQPHO2Pbtm4N+hDa2PbtAxITZU/BgSTgEgIUdJdgpVM5BIQX4YSXjbaOno28jelyXHCMiwhUdo+CMbEDila58Cr9bwbs+1SPqjL5L5zpIqoRd5cd//kwWTaJTv3yURMbgG/XDbqij1GjgA0b2MYmGzIHuoQABd0lWOlULoG8lHRsHTVb7nCOcyGBginJKNiige2Qa45ZDRwbhpMnDMjfp3Mqi65TypCyvCdKi+T5iWxZhuseO4zX/n5Po3Fs3AiMHOlUqBxMAooSoKAripPO5BIQWtSEK3S2qckl6Ppx1THBKJyYjPzXi1wyma6XDqXxMfh9TYhT/jvfV4rMw+1xeOelm8NIcfrg3DS8/Op9KC/3v+IwtrFJIUpbdxCgoLuDMucQRSD7n+uRPn2pKFsaeYaA5aZ4mE3hKNuh/FW6NlAL3aN67P7AuV3jovtVwNYqHNv/kyAb0pDxOfg5PRm//974JjXz5wNPPil7Gg4kAUUJUNAVxUlncgmUG4uxIX4aqkpcu4mJ3Pg47n8EfLUwvnwVjC+75io97P/pkbk6Audz5O8aF2iwo/u0Enz+ylWyy9bj6jwUBEQg9YfGN6kJCbnQxmYwyJ6KA0lAMQIUdMVQ0pEzBPZMWYKcRanOuHDvWH8tbPEtUN02BNoQH1S2DoZPiQ22VqHwLbBeeEO/pAo+Z6zQni2F3wkLNFZ1HC5TOqIdCvyjYfle+W1hg0YEwexvQM738vrI6xZBv5fOY/X7fVEi8zl6dLsSJFxrxkdLRztcV5MnAwsXOjSjAQm4nAAF3eWIOYEjAk2mTU0LlPeNAbqFozpGB11xGULPmRByMh9+Vhv8zgsCJxwoo4UtJBDlkSGoCg6AJSoSZfpwVOl08E0vgP8BM3yMyouhI85Kfm96vD+MH1pRU6Fsa6Fva1/gBj32fyr/gBUhz/Zjy3H4ZDsc2Sv/9v3oJzLxz4VjLzl5rSGGwlawGRlsY1NyfdGXPAIUdHncOEoBAna7sC+2Bj+P+Dvyf8hQwKNrXNhD/FB1dQyqu4QhIucM9JnHEHb0rOTJStpFo6BzHPIGdIH2XDl8dhdAl54v2Y83DKgY3BL54a1g2aD8I5KgKVE48KUBFcVa2akakm2o7hCKX9dcfsiKWKc3TMrE5v/2xYEDHRwOuf56IDWVbWwOQdHApQQo6C7FS+eOCOSu3I60CfMdmXns+/Jb28M6pCU6ffMronf+rlgclvYxMHbvgMK2raE5cB4B284o5ttdjkwvD4LpnVLYS5TdbCZoTBhyjhlgPiCv7UzI3z+sCm0n1DjVj95j6FlUGQLxzerBopCuWAGMHy/KlEYk4BICFHSXYKVTMQSqKyqxodMTsOaaxZi71aYiKQrVw2LQcv9htP7lgMvmrgoNRO7gJBR0aAPtnkLodp1z2VxKO664qiXyI1spfhqb0L5WkhCNw6tDnQq586Nl2LKuO4rOyTvFrUWMFb1uPYsFS24WFUdcHJCdXQOdTv7GOKImohEJXIEABZ1Lw2MEst5Yi4yZyzw2/5Umrri9HYJ8rei05ldoK93zIltleDCOD++NougYBKw+AZ/8pvGM3fS3fjB9UgG7VbmrdG2QFhH/p8cv/0/+82+htgl3lCG3qCXSN8s/H33EpMP47KvrUVgorjd+7lzguee8bkkzoGZCgILeTArtbWmWnTQhpfvTXtWmVh0diIo7O6Ddr3thOJDjEWQlcQYcvekq2I+WQ5d6yiMxSJnUOrQNjIGxKNmk7JawwVMjcWhdFCwn5bevtehSiRZXa7H+455SUrrEts+okzhkisfu3Z1F+RDa2A4eBNq2FWVOIxJQlAAFXVGcdCaWQNrd85G7YrtYc5fbVfaJgrZXKLp+/RP8LMqKk5zgc6/tBWN8PPxXH4e2sEKOC/eM0Wpgmt4f+e8oe7xq0LVByNPEIPdH505fS3qqFKveGwB7tTwccV0LEZVsw5crrhXtYMIEYPly0eY0JAHFCFDQFUNJR2IJmHdk48dBL4g1d7mdbVgr+Cb4ocfHG1w+l5QJrNHhOHzbMGjTCuCz3/veM6jL5fz4Lig4GwrrL8r9EPJr44ea6/XYvzRCCrLLbDvcWY7fDnXAiYPy2+CmfPALnnhiEux28c/G09KAgQOdCp2DSUAyAQq6ZGQcIJdAXZva5oHPo2DnEbluFB1nG9seEZY8tNu8V1G/Sjo7fPtQlFYGQ/fdSSXdKubLHh0I011JMP1L2av0wEl67P8yGpUl8kON6VcBa0w40r6Xvw3sNfcewa8HeiIjo73oQAYMAHbsYBubaGA0VIQABV0RjHQilsDxz7Zg10MLxJq71K789vaIOXcCrbcddOk8Sjg/c3UP5LftAP9lR5Vwp7iPwvt7wPxfP9iOKLfHe9Ad4Th+1ABj+pUPSHGUiH9oDRIersA37/V1ZHrF7+OTjQhI8MGqb66W5INtbJJw0VgBAhR0BSDShTgClRYr1sdPg81kETfAhVZVI1ohpuAkYvYcduEsyrou7tQavz00Ei1eSFPWsQLeKvrHwNyjPYo+deJyul4cAf0CUJ4UiYOftnAqwuRnLPjx60TkHQuT5cfHz47hk7Lx7ge3SRovtLEJL8iFOtd9J2lOGjdvAhT05l1/t2afMWsZsuaudeucDU1mvacjYk4fR5ufXddf7qokKyJCkHHfKAQu+h2aSplverkoONPzg2CcV4KaSmW2g9UGaBE8XY+0uc61r7UZVo7CgCjs2ij+lnl9REMmHK+97Z6ZKa0FbuZMYM4cFwGnWxKoR4CCziXhFgJCm5qwiYzd5p6+7islZb2jPeIOZyE6wzNtaYrA1miwa+YEBL2VAU2lcv3fzsZmGdMJpnPhsKYp93Jc4MOROLxFj+JjvrLDC9RXI25cJdYukH/bPaG3Cbp4DVZ9M1RSHP7+wmYzbGOTBI3GsglQ0GWj40AxBGrswmElGnhDm5rtlrZomXccMbuyxITu9TZ7n7oTugW/Q1PhHVfq1XGhMA3vAvNSBQX9mkCYdDE4nipvt7e6InZ8sBzbfugK82l5p7hpNDWY/P4vmDZtiuR1UdfGVlNTA41G/JvykifigGZPgILe7JeA6wGcSz2AX2543fUTNTJD5bUtoa88h9a//ubROJSefPf/G4eABb9DW1aptGtZ/sxT+8D0dRWq85X5keET6wOMjMaBz5xrX2s11IqCgGjsTZW/48vV449hx+/dkJ4eL5nNpk3AiBGSh6HwvAVTZr6LjEMX7igtnT8T/ZO7NupoV3oWHpo+t9YmqVs8Fs59ChHhfJAvnX7TG0FBb3o1kxWxnD8MwkTWchtemfdJ7ZyvPfMIAgPEv3EsXJEIV+ibkmbAcui0rLiVGFQ1MAaBLavQae1WJdx5nY+9j9+OgH8dBuyev/1uvbYNTH6xsCi4c1zwND0OfBmF8kIf2ewDouxof4+t9ox0uZ82XYugT66QtMlM3VzduglHrAqnC0L0VXrdv71BfRNx+43X4OiJM3hhzhL8Y9ZEJLRr1WAagpi/vfgrirjcIjfxcRT0Jl5AMeHL+cNwsZh/vzkNNw0fJFnQBR85i1OxZ/ISMWG6xKaycwv49w1Et+WbXeLfG5xWBeuQ/uDNCFpwyOPhVBsCYf5bH5heLVIsluBxoTh9To/TPzu3a1zys8X4YWUP5J+Qf7U6YnIWPlk2CsXF0h8BLFoETJokHosg4PMWrMCc5yfWXmHX/3dc35Pwo33W7CV4ZuqEKwq++Nlp2RQJUNCbYtUkxiz1D0Od+3cWf4X2cbG1/5m2J1OyoHu6Tc0eroPtwQ7o895qicSannlpGwOyRg5B4Meeb8MreCwZpo01qDqlzAuQfp39UDnAgINfONe+1nJIOSwt9Nj5fTvZBU6+4RTO2GLx0xbp+8Pr9UBOjvg2toautoV/k8Ln6UnjLstB+Hc+6dm3cfbcn7sKPnr3jQ3aygbAgV5NgILu1eVRJjipfxiEWS/+w7F6/S+yBD39qaXInr9emSRkeCn7WyKSP/0OvmVevBe6jLyuNCS/b2eciu+EgFXHFPQq3VXFkFY4F9gKJT8o93Jc2CwDdrxtgN2JfWv8w2rQ/j4b1i7oIz2p/40IjbRh6INHMO/dO2X5mD4dePddcUOFf7ervttyyQ/pxgS9vn3dY7ZxtwyrvWXPj/oJUNDVX2NI/cMgCPjx3Lw/ftnLEfTizFNISZoB2JXpSZZapoq74tEuMwORB09IHdqk7Y+NGoCiinDofvLcOwv2CB1Md/WE6UPljoANGhOG4ycNMO7TOVWfhAkV2JfeAaey5L9kN/TeHPy8NxmHDknrSRcCF56hZ2QAiYkNp1FSUoIQ4cg2oPbfbf3n4VIEXfAh59+uU4A52KMEKOgexe+eyaX+YRD+aHy8/PIr64ufoxcVFaG4uPiSBCIiIhAcHAKtVoOto2cjb2O6exKsN4ttaCzCg0vQYeNOj8zv6UkzHxiJqu0W+B5R7jm21JwKHu0F8yYNKnOVefvev5s/rD31yFrp3G13Q3IFajqG4pevO0lN6Q/7dt0LEJZox4pV8q56R40CNmy4fJ/3vLw8zJgxA4sXL64VdamPyurb1wn6xT/OZSfNgU2CAAW9SZTJuSCl/mGoP1tDv/LXrFmDdevWXWL68ssvo127dshLScfWUbOdC1rm6Oq4MNhvikavRf+R6UEdw/ZOvR0Biw8D1Z558916XRuY/GNh2ajcbffwlwzYMdeAaid/I/R9qRjL5gxCdZX8nvBbZxzAok9uRmHhhatpqZ+NG4GRIy8d9eabbyI2NhYPPPBA7ReOXmatf0u9zj42OrL27lrd9zMmjXPY6iY1ftp7JwEKunfWRdGopP5hECPoDQUotKjZK6uQ2vtZj7WplT0uPDf/Hr4lygmJosVwkzNLQktkD+qHgC89c5hL7dvut3WH6UPl6hD8QDhO/q5H3g7nbru3v9mKHFMcstJiZFej13WnYIsIwtcSD2ypm1BoY9u3D/D3v7DZzP79+yEIet3VeZ1dY+2mDT0jr2//92cf4fNz2VVuegMp6E2vZrIilvqH4eJJpDyHy3pjLTJmLpMVo7ODKm5ph9anjyB6b7azrlQx/sT1fVFY0QL+W896JJ/CB3vCmKJBVZ4yb7vruupQ3luPzOXhTuUT3KoakddpkfJFD6f83Px0Bt54Z7xsH3PnAs89d2H4pEmTaq/MhwwZItsfB5IABZ1rQDEC5cZibIifhqqScsV8inVU1TUSvv2DkPjvTWKHNAu73c+Mg+6TI/Axu78mpaM7wGjTo2yzci/HhTwVjb2LBowLowAAIABJREFU9ah00mXnR634NaUrTKfk3TIXFk+v60/jpLUVft3WXdZaEt59E9rYDAbUXqH36tVLlh8OIoE6AhR0rgXFCOyZsgQ5i1IV8yfFkVW41f7ht/CpcPIBq5RJm4BtSVsDskZcjaCPf3d7tFXtwlAwoTtMb1z68qQzgQTdGopckwF52wOccYOWgyuA+ABs/uIKr5uL8B4YUokhDxzHPxeMEWHdsMnkycDChbKHcyAJXEKAgs4FoQgB845s/Dj4RY+0qdlGxyG68CRapXl+pzRFYCrs5Pj1fVFUGgb//55T2LNjd+YpfWBaXoXqImX2dvdr64ea6/TYv1R+21ld1N2nl+Gb9/vCXq11nMgVLPrdkotD5+Kxc6e8t+aFNrbt24GBA2WHwIEk8AcBCjoXg1ME7HZhf2oNNg98HgU7jzjlS87g6tYhqB7TCskLPH/Oupz43TVmz9MXDnHRlLv3DoZlTALMhZEo+8XJe+QXgQr7f3rs/zwKZfny93YX3MWNrEBuSStkbruwG6KcT3B4BQbenYv3F90qZ3jtmAEDgB07Lm9jk+2QA5stAQp6sy29connrtyOtAnzlXMowVPxM8lIXLUZYcfdf/UpIUyPm5p6x+NEx0QErnLvOfBV7cNgvrYzzJ8q97Z70F+CYAqIxrEU6fupX1wI/3A72t1dhW8X9XaqPgPGnMD+3E7Yu7ejbD8rVgDj5b9fJ3teDlQXAQq6uurp9myqKyqxodMTsOb+uX+0u4Kw9Y5GaLsqJKz91V1TNul5su4ZAdv2Yvget7g1D/Nf+8C0sgrV55W57e4T5gPfCQbs/TDS6Tzi77LiQGY8Th6U7yu4RQUGTnDuKj0uDsjOroFOJ7833mkYdNDkCVDQm3wJPZtA5murcPDVVR4JoviZXui7+D/wKy71yPxNbdKSdgYcGjkUwR9muTX00lvjkV8UCesvyl2lBz8agaNpkTAfdK4nPTzBhpjRwNoPnLtK73/rSRw6l4AdO+Q9SxcKcnEbm1sLxMlUQ4CCrppSuj+RspOm2qtzu02ZPmMpGQgHgIS1KEHC92lShjV728x7R6BynxV+mQVuY1HVLhTm8T1gflO5t911PXWoHhyJ/Yucfzmuy2Ol+O/mbsg7Jv9YVV1QNYY9egTvvH+bbK5CG9vBg0DbtrJdcGAzJ0BBb+YLwJn00+6ej9wV251xIXts2dSu6PPxd9CyTU0SQ2tsBH6/4Wr4f+7eHeTME3vDtLoa1WZlbrsLSQdP0WP/l3pUFMt/S13wE9WjEpquQfjl686SWNY37jXiFE6Xt8bPW+X1pQv+JkwAli93KgwObsYEKOjNuPjOpF7bpjboBWdcyB5bfnVrhOrL0GntNtk+mvPA3x4dhardZfDfb3IbhrK/xMHkF6Pokaq6YSEw+0ThxOZgp/Po+2Ix1i1JRuG5QKd8/XX+r5j+1F9R48Qhg2lpbGNzqgjNeDAFvRkXX07qnm5TE2Iu/Mcg9Ju3EroiPjuXU0NL+xgcHHc9wt7cJ2e4rDH2FjqY7uwJ00fKta9pAjXwf9CAvYv0smK6eFBMfxtq4gOxZWVXp3x1GZwPW3gQ1m0YINsP29hko2v2AynozX4JSAdw/LMt2PXQAukDFRhR0UuP0Hg7Oq7hm+3O4Dx0/w2w/VoMv2PKPdd2FE/Rvd1hTPND5VHleuGDxobj+AnhnHR/R9M7/L7rJCtSViahtMi5F+2GTzyML74ZjoIC+c/kly4FHnzQYcg0IIFLCFDQuSAkEai0WLE+fhpsJve2PtUFWfrXbuiS+ivCjrHvXFLh6hkXJLXHMaEvfc1xZ9xIGlsxMBamrm1x/jPl7qz4tfOD/4RI7HwjSlIsDRnHDipHddtg/PyVc1fpbRML0OlaM977l/wtYfX6C/u8h8r/TeA0DzpoegQo6E2vZh6NOGPWMmTN9cyubNUxQbBO7IIBr3/pUQZqmXzP9LsQsDALmgrlXlRzxMb48lUwvl4MKHhMe9DDkcj6MQqWE36Opnf4fdKMEnz3UW+UnXfuin/QnSewI6sHfvstzuGcVzKYOROYM0f2cA5shgQo6M2w6HJT9mSbmhBz+cg4tCw9hZa/HpSbAsddRODY6AEoLAxBQFqe27iUjBJ60iNQnqbc6W+6RB0snaORvdb5y1lDsg2VbUOx/T/yd30TYOqCqzD0wWNOHdzi7y9sNsM2NrctThVMREFXQRFdnUKNvQYarQbbbpuHM2t3uXq6K/ovnHMV+s9dAf/zyt2y9VgyXjCx8HJc5rjhCH0z3W3RVLUMhvnGRJg/Vu7lOCH4kCcN2P9lJMpNzu3vLvjq+9J5fP9RMgrOOre1bOLQsygOaoGUlL6y+Y4dC6xZw33eZQNsZgMp6M2s4HLTzUtJx9ZRs+UOd3pcZXwYam4wIHnRd077ooM/CeybOha+X5+CT76yAtsY44In+sC8zo7KHOVejgscEIjiNnocXu38VXpUDxvCB/tg3Yc9nV4q1z58BF9vuAZ5eS1k+9q4ERg5UvZwDmxGBCjozajYclIVrs5ramqwKWkGLIdOy3GhyBjhdnurklzEbstUxB+dXCCQNyQReYFt4P/DKbchqUjWw9ihPYrXKLcVrBB80NQopH8eg8oS51NJuNeK3WldcPaocz8QolqVoesoIz78ZLTsoLp1AzIyhFMNAY2Ge73LBtkMBlLQm0GRnU0xZ3Eq9kxe4qwbp8YXvdQXyUvWISiv0Ck/HHwpgapgHfZOuQ0hbx1wKxrT3/rCuLQCNaVO7MBSL+KgYUE4r4/E4a/DnM4ltE01Wt5WjbXvO7fHuxBIj2tPw6iJwY8/yr/iX7QImDTJ6bToQOUEKOgqL7Cz6ZUbi5GS+JTH2tSE+O1h/iiZ3gOD/u8LZ9Ph+AYI/PboaFTvKIXfb27cOW5YHEw+0SjZrNzLcUJqEa9HY8c/olBpdf5KtuM9pcjKbo/Du6KdXjfXPXYIX64egYICeT82hDa2zEzAYHA6FDpQMQEKuoqLq0Rqe6YsQc6iVCVcyfZh6xGF4G4+6LRqi2wfHHhlAoXd2+FYYhIC3HhWuj3ID+ZHkmH8QNln97qhQTAHGHAi1fntYP2CapDwSAVWfyD/pbY66pGtStBtVAE+/GSU7KU4eTKwcKHs4RzYDAhQ0JtBkeWmWJx5CilJMwC7crdF5cRSNrod9D5mtF+3U85wjhFBYO/jtyPgw2zAjT3pRQ93R0FGAMp3K3uVHjTdgN3vGVCjQK97mxHlOFcVjf0/ye8nr8OffMNpnLXF4Mct8m69C8/QMzKAxEQRBaVJsyRAQW+WZW886br92reOno28je5rabpSVNYJCWh39Hfodx1mtVxE4OhNg2DJD4T/LvftwCd0Lphv6IqCRcq2IQYMD0a+PRq5Pzl30Eod6n6vFmPZ7IGosjl3qpvg7/q/HsKKb4fj3Dl5b72PGgVs2MA2Nhf9M2jybinoTb6ErkngzLe7sG3sPNc4l+jVel8COm/fhdAc922AIjHEJm9+vmMrHBnYD4FfHnFrLgX3J8GYokF1voK71fkAwY8bsHO+Mg+cY/pVwNYmHNvWJjjNpkWMFT1vycPCj26S7YttbLLRqX4gBV31JZaWoNCmZq+swoZOT8Caa5Y22EXW52f1QdK/NyLklPte2nJRKl7tdttbE9Hi5R3QlFW5Lc6KwS2RH9EGlu+VfZYeOCoUZy16nN6mzFV6l4nl+OnbbijKd26zGQFs0rVnYPLR44cfkmVxFtrY9u2rgbCTHNvYZCFU7SAKumpLKz+xrDfWImPmMvkOFB5peaonen6xHoFG950MpnAKTcLd4TuvQWmuL3Q73HgnxFcL00tXIf+VIkUZaUO08L3XgH2LnT+0RQgsslslQq/ywYZPkhSJ84Yph/DVf/6C06flHf06dy7w3HOKhEInKiJAQVdRMZVIRWhT2xA/DVUlyr6o5ExsJZO7oeeqVASYKejOcHQ0tjCxLY717IWAFUcdmSr6veW2zjCeDEX5HmXXXNBt4ThxUo/8Pc4dh1qXbMI95di3pyNO/R7udP5h+nL0vv00Fnx4iyxfISEXTmNjG5ssfKodREFXbWnlJeYNbWr1Iy9+oS+Slq5H8GnveAQgj2zTGLV7+l0Imu/ew2+qOraAaVAnFHyh7G1331hfBE6MRNrf5V0F169YcGwVDDdqsP4TeW+p1/fXdcg5lIeG4vuN/WQtDraxycKm6kEUdFWXV1py5h3Z+HHwix5vU6sfdemjXdDl5zSEHTkrLSFaSybw28OjUbXtPPwPK3sL3FEgpql9ULCyGlVmZZ/fB93fAkf36FGQ6dxxqHXxd7jdiiOn4/D7jhhHKYn6/rpHspHyaz8cPtxalP3FRkIb2/btwMCBkodygEoJUNBVWlgpaQl7tQsv12we+DwKdrr3LWcxcZbf1QHtDh9C1P4cMea0cYLAmWE9cc6/JXSbcp3wIn1o2bVxMPnGoCRV2f3d/Tv4wzY4Cge/jJAeVAMjfANr0GVyOVa9K++quqEgrp+SjX8uHCMrvgEDgB072MYmC54KB1HQVVhUOSnlrtyOtAnz5Qx1+ZjS2xLQsuQU2qTuc/lczX2C4oSWODR2GELf3u9WFNUtdCh4pj+MLyi/V3/4M1H47esoFB/zVSSnuNrNZmKQ/lMbRfxFtytG+2ss+PTfI2T5W7ECGD9e1lAOUhkBCrrKCionneqKSq9qU6ufQ8WgWITHliN+7XY56XGMRAI7XrwPoa/vlTjKefPCh3rA/KsfbEdszju7yENAzwBYe0Qhc5nzL7PVuU2aUYbV7/dBpc3589cFn10H56MkKAwpP/SRnHtcHJCdDeiUefdP8vwc4D0EKOjeUwuPRZL52iocfHWVx+Z3NHFVuzBoR0Shx0ffOzLl9woQyHh4FGq2FMH3mHu7CiqSDchv3RaW75V9211AEjRJj9++0cNqcn63N8FfzIAK2FqGYdu3HRUgfsFF/zEncehse+zY2VWyz1dfBV55RfIwDlAZAQq6ygoqNZ2yk6baq3O7TdmXkaTG0ai9RgPTB3/BNX9boKhbOmuYQPa4a2DJD0DAFvedkV4XiWn6AOTPV3YrWMF3wIAAnI+OxpF1IYqVPempEmxanoTCPOc3m6kL6pr7j2LT9n44erSlpDiFTWaEq/S2bSUNo7HKCFDQVVZQsekIO8JptBqk3T0fuSu8/1a29dHO6JK6HSEn88WmSDuZBIz9OiG3bWcErD4m04P8YcV3dYHpSAjK9yl/lR78/wzY/U897JXOH60qZBjRrRJBfQKQ+qX0K+rGCF372GGs/PYvMBqlvcg3YQKwfDlfkJO/+pr+SAp606+h7Axq29QGvSB7vDsHVtwQh5bW04jd+ps7p22Wc5W1jMShEVcj8HP3dzxUdomAcWBHFH2ubE+6UMjAG0KQXxmFkz85f7Rq3cLo9KAVu9M64vTv8g5budICG3zPCfy8OxmHD0u7Uk9LYxtbs/xH+7+kKejNsPrCaWqoqcFPg1/0yja1hkpSmRAO3YBgdF3+QzOsmHtTtvv5YNu8xxA1fat7J/7fbOapfWH83AZ7iQLnn16UgTZAi+Cn9UibrcxGM4LrAH01Wo2pwbqPeynO6rqJh7Huh0E4dixWtG+hjW379hoIPerc5100NtUYUtBVU0ppieQsTsWeyUukDfKwdcnTPdDvX6uhrfDi5/0eZqTU9ML56P6fH4P2fIVSLkX7KRvZHudK9bD+qmxPeq0A3xqKU2ejcW6Xcq+Et72pArlFLXFwm7SraTFABk84joxjCUjb0UWMea3NokXApEmizWmoIgIUdBUVU2wqlRYr1sdPg81kETvEK+ysdyWg7bEsGHZne0U8ag7iwF9vhuYHM3xyzrs9zao2ITDfkgjzQuVfjvON8YXv+CjseU+ZQ1vq4PR+wYKVbw5ElULP5y+G3ueWXBRUReD7DQNE1UKvv7DPe2ioKHMaqYgABV1FxRSbSsasZciau1asudfY2RIjgWsjkfyv/3hNTGoN5MBjN6J6Tyl0+4weSdH06mAULChFVb7yd2OCxrfA0QwDCjL9FMstuq8NPp0DsHl5N8V8Xuyo81X5aNu3GJ98dj0sFsdv1c+cCcyZ45JQ6NSLCVDQvbg4rgitOPMUUns/691tao0kXvp4d/T+dB18S5S/HesK3k3V54mb+qOgIAy6/3pm//yy4W1xzh4N60/K19m/oz8q+hiQ+ZVyG80IdRZOY0vfm4DcLGVfkKtbQxEty9D/tlxs393NYa8629ia6r885+KmoDvHr8mMrmtT2zp6NvI2pjeZuOsHWj68NVqVn0HsNveeCNZkgckMPHdkX+RXGxD4w0mZHpwbVh0dANOYHjAvUV7QhchCpkXh4Bo9Sk4rs9Ob4NMnoAaJj1uxcl5/55J3MLrfLbnQRmjx7bqrUFBw5b76sWOBNWvYxubSYniZcwq6lxXEleHkpaRj66jZrpzC5b6rIwNgv7M1en34ncvnas4TnBqejDPhcQhZ7d6z0S9mXvhAT5h+0KLyTKXipRA2milPjMLBpcpepRv621AZG47t38UrHvPFDmPjLeh6bT6O5LZGyqYrbxe7cSMwcqRLQ6FzLyJAQfeiYrgqFOHqXDhRbVPSDFgOnXbVNG7zW3FPAjrs2osW2U0/F7dBkzhR/oAuOBnTEUHfuX9zmbpQrVe3gjG4FUpSXHOVHvy3KKR/Hg2bRZmNZuriThhfgQO/tceJg5ESqUs3F85Uj+lWgh37ErFnT8JlDrp1AzIy2MYmnWzTHEFBb5p1kxx1U2xTu1KStu6R8O0fjB5LUyRz4ABxBM5d1Q0nWndGyNee6yiwt9DBNLkPTHNds6d8wJAAmINicTzV8Utm4qj9adX9SSvWLhQOb1Fm7/jG5vcPqkLSdWcR38eE1WuH4MCB9peYs41NavWarj0FvenWTnTk5cZipCQ+1eTa1BpLsPyvXdD96x+gK2harXeii+Zhw7NDEnGyXReELvvdo5GYn+6Hgm+rUHlU+dvuQmLB0w3YOd+geI4hbaqhH6HB+k+TFPd9JYdh+nJ0H3YWvuHAzn3dsHfvhdv+QhtbZiZgUD5Nt+XGicQRoKCL49SkrfZMWYKcRalNOof6wVf0j0F4jBXx69JUlZe3JJM/sAtOGjoiaJ3nbrkLLCoGtUR+VBtYvld+K1jBf+CIEOTb9Dj5s/JX6TGDbKiICsP27y+/Fe7KOkfElKHTVUbE9zbjpy098fMvPTBxohYLF7pyVvr2BgIUdG+oggtjENrUUpJmAMJ2ryr7FL0+EANf/xI+5cqen60yTLLSOfOXJJyOaI/gtZ57KU4I3B7iD/NjfWCc75o7Mf+/vTOBjqpK9/3/nBpTmWeCkDAkjDKJCKK0ti0ydNuA3lYUvdoqD0EbB54K+vppX59CN2037fMqXJao9/qYXO21W2VURO1GBoFoUAKBMIQwpJLKnNRcb53CwlAkpKpSp+qck/9Zy+ViZe9vf9/v23X+Z5+zB9EiwvRQFr5+NXrbwbYFXjDdifLKPBzaE/r2rRElrJ1KCUluDJlwBkVjrdhfXIjFv78aAwboo2WedhRIgIKuwKREwyVpv3ZRFKD2ZWqXY+G8sScy9Dbkf7IvGshoow2Bk1PHoErMifsIXXKp9rGrULPJB+cheR7cEqamoLIuG2d2RG872LadqfBeO3b/sxBny6M7oz6cDlt0dRVumWXE3MfH+yfIcp/3cOippywFXT25CtvT03/bg39OXxp2PTVVaH10MEb/+/v+w2Z4RY9AxZSrYa1LhTlOG8u0jUT6vFKV2wuNH0X/SFWpHV2KDvpZWdj3RnS3g71I1H/twPaPhqDBao5ekiKwtHxTT1w/SZ6NbyJwh1WiTICCHmWgSjHncbiwsWg+WitqlOKSLH44bu6FTH0t8jftkcV+dzV64L5JcH/rgHG/As6fN+lg/d21sC6slS0dljtTcKoiC2d2yCe4Qx5twRcfDkbViY43g5EtwB8M9+itx4ayQhhN4c++r61vxNyFf0bJwXK/tbeXLcSYkR2fBX/0xGnMefoVnDl3/h704tMP4LapP5E7xG5tn4Ku0fSX/v4DlCxcrdHoLg6r8dlRuGbpOgiu6O/73S0AthPkvv/5K+jePwVDHA5naY95/ayhqN5nguOgPKe/iUkiEudH92jV9uIYPK8Fn384BNUV0TuTPdw++sSSHDz4THhzBlrtTjy/dBXGjR7iF2VJrJ9bvBIvLZqN/gU9L3EhIP4L5tzhF/3gf4frM8uHRoCCHhqniEqF80Qb+MF8/OmPs7Y7ewLuyCmHtcF/mpq7SZ5XlBHBkLGSc3wu0i31KOC39KhR3v/wNBjWnIzL8antBeEcmY1z+QVo/Ls8m8xIbSZMTUalLRNndkZ/xnvbmIoeaEXpt71x6OvcqOUrHEOWJBGbyguRkR36BDlJwJe+vhaLn52N9NRkBAt8cPvBgt9Z+XD8Z9mOCVDQZeodkTzRvrV2I+beNx0JZiP2FJdi0eKVWPGHBe0+AV/O7T2/fh3H394uU2TKNNv02JUY+dZHMDbIs7xJmVHL45XXpMe+R26D5U8H5GkgEquiAOvz42F9vi6S2iHVEQwCMpZk4YsF8i/Y7nu7A9aWDOzeePEmMCE5GoVC0+5Pw0tvXTqy7si0dD96ZcV6vLHkCb+gS9efVqz3///JOXe0W036+4Ztu/z3MOlq+0AQhRBooh0CFHSZukW4T7TBbkT6iqpmVxm2jXtOpqiUa1YawSUMETFw9WfKdVIlnjX1ycXhCWNh/q8jivK49n8MR+1uA+zF8r15SpiSBJsuA+Ufyf+dO/daJyyD9fj8/YFoqjPGnPXqnX0wfGxobyMkQX/vw+343VMP+AccoQi6/yFg+TpU1zb4v6PzG7r8Kaagy8Q4kifatq509o0q2O3AUpRPxz4L225l3YhlQnyJWcesQhT9YyeSTihgIlesgpahnbPXDsbp1AKYN8XnpLWOQnIOy4R1QF/U/1W+1+5S25a52dj3VjY88j03XAgxMc+DvCkelB/OwYF/XCFDNjs2OeyaBKzZ1TekZWzh3s+CBzSBAcodt97IiXEyZpmCLhPcSJ5oA65E+r2pYt0O7Jy5TKaIlG/W3TMRmJKN4W9uUL6zCvaw5KGpcO9thmm/VXFeVj95Dax/aYHPI98yRdMoE5oLs3HovZSYxd97kh1Jg4GvPi7E6bLYrVdfurYXptzZfpzffPMNRowY4WcQ7hvHrtz/YgZdgw1R0GVKarhPtMFi3iMn45JvU8XFxSgru/iwjLFjxyI/Px+uxlZsHvqk5pepdZYux4y+6HHuOPJ28Lz0zlh19Pcdix9Ayr99DbFVeasGGqYXwXoiGY798sx2DzBJeSwLBz/OQN2R0CeORco7UE8arV8xyQmHYMburX1Qc0r+1/4dLWM7evQoFixYgHfffRdJSUmXTIILfoMYPAIPLFlbvGj2RbPcOULvai+5fH0Kukx8w32ildwIjMzbE3Pp7zt27MCBAz9OVJJ2e5o1axYsFgtKFq1G6ZIPZIpGXWZbHxmE0Sv+Brg96nJcAd42FuTiyA3XwPSf8d3ytSMU7gHpqBpdiLo18k5+1GXpIPwyG9+skv8I1OBYMwa6kDXehSZ7Er7bnYczR+XdCGbeC9mY9/zFEwElMb/lllswqc1h6pdbtdPeK3VpUHP/40suhMdv6PL/wCnoMjHubJZ78A8g0tfskvstJ6v9m8h4ncobUcmE97JmnaOyYekHDPjr5/FoXtVtHp1xHeqakpGwVVnfz9tCrV46AdUv1MHb7JWVtfnmJFi9mTi5LT5rxtMHOpFxtRceowFHDuShbG82fDKEbDAK/s1m8vINfp6bN2/G+++/jxUrVsjKl8ajT4CCHn2mFyyG80QbvKtSwMiDd03tcFmIz+uDIArYedcyVKzdIWMk6jPdOqsQ/fbtR/rBCvU5H0eP9//mNhhWH4dYE4MZYRHG2XBbIWzV6Wj5Qt5RuuRe0iNZ+GZ9JuxWXYTedr1aUm8PMka4kXO1A2ePp+C7HVeg8nB0R+1TZqZg6Zpe/glyDz30EObPn3/h+3nXI6CFWBGgoMeKtEztdNdlap3iNOhgf7A/rlrOzxCdsvqhQH3/PJRfOwamd5W9SsKTnwzrjQNg+0/5Hzr0eXr/RMtvVqWHilHWcrljHEge4IU+TcSZE6k4fTwdJw5E57NAYBlbc3MzEhPj81ZCVnjdwDgFXaVJlk5Tkw4k+Wz8/+q2y9Q6S53zqhxY+ngx4P0vOivKvwMomfNzeL5qhPHbasXzqJl7Far/6oanSv55EqbrE1GbmIljm+WfpBYqeH2CF1nDXcga7YI5x4uz5Sk4eTgTZ46mot6aEKqZi8pJy9je3dEHogiexhYRwfhXoqDHPwcRe1C+Yiv2Prwy4vrdoaL97kIUfH8AmcXnD5Tg1T4Be24aSu6ZjMRXvlUFouZb+sCmy0bjRvlfu0tALHem4cj+HNQejt2s93ASkTnE5X94tfT2Iq3AgcO7c1FXnYjKslTUnQtt8xipvf+9PA93zFHG24hw4mfZ8wQo6CrtCdIyNWm/dmd1o0ojiJ3bLY8Nxag3/hs6ThrsEPqRGdej8ZgIU7HyR+dSEL4MM6ruGIaa5bERdL+oP5qN4lVZcLUIseu8EbRkTPUitZ8bqYPdMGf64BF0aKgxw3ouDfVVJlSdTEZzXftnv6dn6fz7vCcmx2/OQAQhs8oPBCjoKu0KXKYWeuLcvZMg3pSJK9/ZGHqlblSyKT8HhyZeh4Q3D6kqattjV8G2yQfnIWdM/BbTReh/lY39/yHfuelyBCIafUjp60JSTw9SBnjgFfTILGxBZWkqGusTUHM6CbVnLWioNqO53oQHF2bhicU5crhCmzIToKDLDFgO8w3fn8LWUU9zmVoYcF3X9UBaYgMKtnwdRq3uUbR43jTo/nYGusqkDSjaAAAaKElEQVQmVQXsHJ0D64AC1Mu8Jr0tFENfAzw/yUbJO9GdZR5r8NI3+KSeXlh6eGDKlCbZAZmD7Gg4a0ZCGnDf7Ono0St2O+XFOn6ttkdBV1FmA/u1fznlZZzdVKwiz5Xhqv3Ofuhz4FtkfKfcNdaxJnV6wjCcNeXB/MmpWDcdlfasT1yD6lfl3Qo22FHD8AQ0981E2d+0J3iiwQdLjgejbs3Fb964KaR93qOSSBqJCgEKelQwxs7I2c3F+HLyy7FrUGMttc4djOH/byMMPGYVzVdk4tCkCTCvOqzaLNffNQi2iiS0/kPeA1suEfWRCXAOzMD362K373qsk/TspgkYOalHrJtle10gQEHvArxYVpU2kZFG6FuGLUDjwcpYNq2ptjypJthnF2HMH8+f5dydr6+fuAOWVw8CHvmXfsnF2Z2fjJqpg1GzvFmuJjq0K2QaIEzLRskqdb9+7yjAKwYn448lk7iMLeY9K/IGKeiRs4t5zbK/bEDx42/HvF2tNegamAbzVWYMXLNNa6GFHE/x3OkwvFcBoTq2I9uQHQyjoO2hEajeCLgrY7/1sXGAEd5r0/Hd+gy4W5U9+z0MpBeK3r9sJKY+VhRJVdaJAwEKehygR9Kk3dqAjf0ehbtJ/t2xIvFPbXVcY3OQlO1E/4+635a5e+ffBuPqE9BpQMylfue4JhfWnF5o+Cg+vw1drg6mf8lA+WdpqPn+/H7oWrnMSXr83/KpSM1uf5mbVuLUShwUdJVkcu/clShfvlUl3qrDTefEPOQ0n0HPHd+rw+GueikI2Pn8vUj687cQ62Oz1KurLoda3/rb8bC+WB9qcVnKJdyehmYxCaXvp8Cn3q8Yl7CZ+HA/zH5jtCzMaDS6BCjo0eUpizVpmdrmYQsAabtXXlElYJ9RgLzKY8jbXRpVu0oz1ti3Bw5PHQ/TmuMQbfEZycrJpOkXhbDa0tC6I76fEEyjTDBNSUXljkSc3B7ZFqxycorEtiACr5RMQq8h2pvVHwkPJdehoCs4O9J+7aIo4POJL6LqkxIFe6pu1zw35CJNX4fen+5XdyAdeF954wicGjMUyUu1u9TRk5UA24wrYV0Zu53jLtdZLL9MgTg0Ace3JeLcLrPq+9XIyT3w7MYJCJzwqPqANBoABV3hia1YtwM7Zy5TuJfqd88xow/yTh1Fjz3q2i3tcuQdGck4PGMC3Kc9MG3U/jGyDf8yEFXfWuA8rIzPCUKCANMNSRCLElB1MAHWb8xoieMxrF39lT71wXUYM61nV82wvowEKOgywu2qaY/DhY1F89FaUdNVU6wfAgHHL/ORbq9GHw3sJnfqplGoKuwD/ZYz0B9vCCF69RdxFaah+rpC1L4T39fuwSQFgwDztWYIgxNhbzTCVpGA6hIDHHWiqqBn9k7Aq2VTYDBxn3elJo6CrtTMACj9/QcoWbhawR5qzzXHT3siMcuNAe9tV2Vw58YNQsXYK6Hfb4Pxi7OqjKErTtc8Mwa2tS64Tri6Yka2uoY+BhhGmmC+JgH1ZTrUVSSg/pgBDeV66TRkxV93LxmG6c8MUryf3dVBCrpCM++wNvhPU+MytdgnyHllJuy398HQtzYj+WRV7B2IoMXTPx2BY5OvRtL2UzB8Ugm4vBFYUX8V57BMWIf0Q/06ZXxLvxxRfW89jP2N8OaYIO0R72jQofGsHk2njag/rkfrOeWNhKVlbK+VT0UKl7Ep8sdCQVdkWoA9v34dx99W5yhRoUjDcsuXYEDrfYXIPnYCBZuVeaBLS246rFcV4tzIIuhL62DcWgmxSZkj07Dgd7FwzX3SRjM+eKrUtXbM2McIfb4eQh8DYNIjcZQOtXt1cLbo0Fynh8Om87+mt9fo4KgX4Y1Tqm+8vw/mvTWmi1lidTkIUNDloNpFmzW7yrBt3HNdtMLq0SDguC4Xzp9egcKPv0Lm/qPRMNklG87kBNiG90PFhGHQW1vh+64R5j3nAI8K3td2KfLQK0tvWKoG9kXDX5X1LT30CH4sqe+hhy5LB12ODsjWQ9fDAI9dgGWIiObDPujSRLRWCnA59XDaRdirdfB5RL/gu+2ApwXwuER4HALcrdF7CHhp500oGquuY2Qj4a+2OhR0BWUssEzt07HPwrb7iII8696u+Mx6OCb3gi5bj7xvDiFnd2xnwktryOv79sC5qwbA4xGgP9wA/bc10Feo67jTWPaiuodGoCpO28HGKk7BIkCXpoOYLEJMOf8fdICYrYfLoYdohv/8B1OBVEaAyyrAUgg0lQIJ+YDjLCCYRQg6H1pOizBl+tAq/T/LC2cdoE8QIOgAR60AU7oPdqsAU44X7iYR+UOy8K9PzkDgnhWrmNnO5QlQ0BXWQ7hMTWEJaeOOJ8ME9/hcuIuSkVl+GqlHK5F29DR0rdFbJuVITURLryy05GWgvkcWWtOT4TaboS+2wXCoFvqTjcoFpCDPPEXpqLqqH2rXaW8Tna5iFvQCBKMA6AFpBr70b5/og2j4Yda9ARAEAZD+Kf0nTceQ/i99wZC2q/9hesa0P07DkGlDuuoO60eRAAU9ijC7asrV2IrNQ5/kMrWugoxBfeeoHLiHpcE+IgfJh05D5/Ui/dhp6BwuGGuboHc4obO7IDpdEPyvw33wGA3w6UR4ksxwJprhNerRnJMGj2hAfVEefBDhSjTBeKIewolW6E81QXe0HqK7e05w62oa6381CNUHLXAccHTVFOu3QyCldwrmfTcPpmTu866UDkJBV0omAJQsWo3SJR8oyCO6EgoBT64FniuS4EkxwtvTAlH0wJuWAK9ehL7BAehFwO2Fo2cSDNYW+HQCdA4PfFVOwOGBvsoOsc4O/bkWoDX2J4aFEqMay/hSjLD+6whUv6b8Ge9q5Cv5fP3C6/GzxT9Tq/ua85uCrpCUtpys9m8i43Xyhq6QlNANDRBomdAL1YYeaNqm/glySkyHzqjDb8p+g9T8VCW61+18oqDHOeWBvZF33rUMFWu731GeccbP5rsBAdt9w1G9TYC7gg/LcqT7yplX4vY1t3OfdznghmmTgh4mMDmKn9v6Lb645f/IYZo2SaDbE/CmGFFzzwhYX+erd7k6wz1b7kH/if3lMk+7IRKgoIcISo5i0pISaYS+ZdgCNB6slKMJ2iQBEgBgH5mD2kEFqF1LUZejQ2QNzsLckrnS9Hj/CZG84kOAgh4f7hdaLV+xFXsfXhlnL9g8CWifQNMtfVFjT0fzF5z1Lke2f7H8Fxg9Z7QcpmkzRAIU9BBByVFMWqYm7dfurObaYjn40iYJBBOQlrLZSoxoLVXXtrBqyKQly4L55fO5jC2OyaKgxxF+8RNvo2zZhjh6wKZJoPsRqLlvOOoO6OHYy5F6tLPPZWzRJhqePQp6eLyiVrrh+1PYPGwB4OUe3FGDSkMkECKButuHoPaIEa3fxOmEkxD9VFsxaRnbnP1zkD0kW22ua8JfCnqM0yhNhJO2Vfxyyss4u6k4xq2zORIggQCB+pmDUW9NRNOnXKMezV5ROLkQszbO8u8j799CllfMCFDQY4b6x4bObi7Gl5NfjkPLbJIESKAtgZYpfVGfmYm69Xb4nHxb1qXeIQJihgh9hh4z35mJvuP6dskcK4dPgIIePrOIa0hL1KSnVi5TixghK5JA1Am4Bmeg7pb+aNnjQfMOflfvCLAuVQchVYA+Te8Xbr946z3QFRghNrqAoYkQy5ogeD3ItKTgtpfn+kfoApexRb3PdmSQgh4z1OcbKvvLBhQ//naMW2VzJEACnRFonNIP9gHZaNrtQeuu1guninVWT+1/95++lixAl66DLkkHMUuEYBZgyPZBl6WH4PD4j2hFrQs6lwtCqwcGhwNivQM6ayvEBidEmx1i/cWnDo5cdj+KHpuqdjyq8p+CHsN02a0N2NjvUbibeKRjDLGzKRIImYAv2Yimn/SGfXJv2Lc3wVnqheOgQ53iLp2AmiLCP7JOFvyiLJ2hrk8SYOyt878t1PXQQ0gzAKUNEC06iMcaoRfc0Fe1QmhyQVfvOC/WdU7pcPWQOUoF9UlmTCl/DebslLDqsXDkBCjokbMLu+beuStRvnxr2PVYgQRIIPYEnGNy0TIkG66rs+DZ1QRHowjXERc8Zz3w1MRnHbuYIEJI/EGczedH1YJJgJAiwJgBCC4fhAIj9HVOeAcnQjjW4n8FLtqcMNY0Q9figiCNqFvdEGrt0DW4IDRdPLKOJul+D0/E6DdmR9MkbV2GAAU9Rt2Dy9RiBJrNkIAMBFyFaXD1S4Er1QJ3lgU+nQ7eBD28Th88J1zw6PXw1ngBAfC1+OBz+fyjeq/dC0EnwOf2QXq17Z/5LX1T1p93UjSL/nLSCFoqBzMgJokwOFxArh5o9ELsY4To8gDNHsAg+EfOSNZBV9ECweCD0WaHIAl1s8sv0mKL+/xrcKlcvC9RwKSSV5AypFe8PekW7VPQZU6z1+vz7238+cQXUfVJicyt0TwJkECsCHiyEuDNMMGbaIAv3QwffPBkmOGFAK/BCF+SHmhwAZkmwOYAMkzwtbjPv7o2iNDZnP7Rtt5mh8+kg9jkhOD0Ak7PeTF2eyG2eCDY3ef/pgSBjgBuzs3DcMPW3yJwL4zABKuESICCHiKorhSrWLcDO2cu64oJ1iUBEiAB1RIYt/Zx9L5zvGr9V4vjFHSZM+VxuLCxaD5aK2pkbonmSYAESECZBBJ6Z2JK2avQmQzKdFAjXlHQZU5k6e8/QMnC1TK3QvMkQAIkoGwCw5bcjUHPTFe2kyr3joIuYwJbTlZj89AnuUxNRsY0TQIkoA4C0jK2Sd/9CZb8LHU4rEIvKegyJm3nXctQsXaHjC3QNAmQAAmoh0DvmeMxbs3j6nFYZZ5S0GVKWM2uMmwb95xM1mmWBEiABNRJ4KadLyFzbJE6nVe41xT0KCcosDTj07HPwrb7SJSt0xwJkAAJqI+Az2KAKz8Jnn6pSL9hAG59+iEuY5MhjRR0GaAef2c79tz/ugyWaZIESIAElE3AJwrw9E2Bu0ci0NMMpOrhSTUi0VqPxBobkk9aMXThXGTc/XNlB6JC7yjoUU6aq7EVG/o9Cmd1Y5Qt0xwJkAAJKI+AJ9MMT34KvD0t8F5hhn1QFiyVNmQcPInkMzVIPlEFo+3i+6EuKx1F5ZugS05UXkAq9oiCHuXklSxajdIlH0TZKs2RAAmQgDIIuApS4ClMhacwGUKCCENDM1LP1cByrgaJ52qRWFEdkqNZCx9E7uInQirLQqERoKCHximkUtIyNWkTGa/THVJ5FiIBEiABpRNw90uFuyAZyDWgeXw+UkoqkGS1Ie3YWaQePQ19hKdHCkYDCss2wJifp3QEqvGPgh6FVPm85w9c+OeMpTj9wZ4oWKQJEiABEogPAXe/FLj7psIzKBWtQ7KQseso0k+dQ/LJc0g+XgXBHb2T5lJnTkGvNUsRuIfGJ2LttEpBj1Iuz24uxpeTX46SNZohARIggdgQ8OQlwiWNwoenQzQAFlsdkq02pBw7g9SyM2Gfgx6u1wVb/gNJE7nPe7jc2itPQe8iRek4ROnpcsuwBWg8WNlFa6xOAiRAAvIS8OlFuK7MhKdvIjx9kv2nwuXsLUNqRZV/Ipt0ylssL9Pgfuhf8t+AKEIQhFg2rbm2KOhRSGlrpQ1N0pMsLxIgARJQIAGfUQefRQ9vkgECfBC9XhibWqFvsUOIsYC3h8dYVADDFTkKJKculyjo6soXvSUBEiABEiCBdglQ0NkxIiJw6tQp7NmzBzNmzIiovlYr1dXV4cMPP8S9996r1RAjisvtdmPlypWYO3duRPW1XGn58uV44IEHYDQatRwmY4sBAQp6DCBrtYkXXngBN998M66//nqthhhRXK+99hp69eqF6dN5VGRbgOvWrUNDQwNmz54dEVetVtq6dSv27duHZ555RqshMq4YEaCgxwi0FpupqanBvHnzIN2oeV1MYOLEidiyZQsn+QR1jLvvvhvLli1DTg6/l7ZF88gjj2D+/PkYOHAgf0okEDEBCnrE6FhRIvDmm2/CYrHgrrvuIpA2BP7+97/j+PHj/ps0rx8JfPXVV9iwYQNefPFFYmlDoLS0FNKbHek/XiQQKQEKeqTkWO8CgVWrVuGee+7hN8CgPrF+/XpII/X09HT2ljYEJEEfPny4/7MErx8JfPbZZ34mRUU8WpT9IjICFPTIuLEWCZAACZAACSiKAAVdUemgMyRAAiRAAiQQGQEKemTcWIsESIAESIAEFEWAgq6odNAZEiABEiABEoiMAAU9Mm6sRQIkQAIkQAKKIkBBV1Q66AwJkAAJkAAJREaAgh4Zt25Vq7a+EXMX/hklB8v9cb+9bCHGjBzUIYOjJ05jztOv4My5Gn+ZF59+ALdN/YnmmLXanXh+6Sp8/OnOkONsyyYvNxMr/rAA/Qt6aopNJFwCAP60Yj12F5fijSVPID01uVtzkVi8uWbDBQZa/R1pKslxDoaCHucEKL35wM153OghflGWBOm5xSvx0qLZ7QpRQPwXzLnDL/rB/1Z6vOH4J91wpevJOXeEFGdn7MJpW8llw+XSVswlARs2uJ8mBT0cLtLv7o13PsCvZ07xP9gEHgQXL5p92YdpJfcL+iY/AQq6/IxV3YJ0I1n6+losfna2/8YSLPDBwQWLVmfl1QpHelBZ9PJKPDVv5oUHm7Y37OC4Ahx+deuNmr4hh8slwOn9DV/geMVZTBg7HK+sWK85QY+US4CPVn9Hav39K9VvCrpSM6MQv/YUl15yg72ccEluS3/fsG2X/3WydLV9IFBIWF12o73RtiRKO/d+j9899QASzBefnBX82UJy4Oc/G9du2S47F0cD4XKRXG3L7UBpuSYFPRIubdOo5Tddceyummuagq65lEY3IEnQ3/tw+0XC05mg+x8Clq9DdW2D/zu6Fr/9Bb+5CBamYEHv6E1Hj5wM/yt7rVzhcgnuX+09QGqBTbhcgmPu7DenBUaMoesEKOhdZ6hpC+GO0INvXIGRxR233qipiXHhjrjau6FrUbzC5SKNzn/7h1WX/Ia09h09XC5tgUhifrbKprm3OZq+ccYpOAp6nMCrpdlwv6FHMqJXC4vgV6DhfENv7xtqe6zUyKIrXILj1eJDjhRjpN/QKeZq/0XE1n8Kemx5q661zma5B4/Ag2fjanWELiXycrOW24u77c1Zqi8teQusHlBdx7iMw+FyaWtKq4LeWX8J/L3tSJyv2bX0q4hNLBT02HBWdSuXW4fennBJN+X7H19yIWYtfkOXgrvceuv2uASXf/CuqZr6fh5IeLhcuougd7Y+v+0Dn93huGjvhwAjLU6kVPXNUWHOU9AVlhC6QwIkQAIkQAKRENC0oAdGSdeMHHTJSCgwiuxs17NIoLIOCZAACZBAbAgEv/kItKrVN4OXo6ppQZcCb2+HJW7SEJsfGlshARIgATkJBO7vU28ae9Ggrb1JiHL6oRTbmhd0CbS0NGb9h9sv7D51uQ1AlJIY+kECJEACJNAxgcDArLO9HNqbaKnVbZi7haC3Tfy0ydf7Dw7hnsi8VZAACZCAegmEur89BV29Oe7Q87Yzr7U6u1iDaWNIJEACJNAuAemevmjxyk5PLKSga7QDafloRo2mjGGRAAmQAAU9xD7QLV65B1jw23mIvYLFSIAESEDhBPjK/dIEUdAV3mnpHgmQAAmQwKUEOpsUt3n7bhT27QVbbcMlJ/hxUpwGehRH6BpIIkMgARIggR8IdLRsLfgI57YToQMPAvsOlHX6/V1toDlCV1vG6C8JkAAJkMAFAu1tLBN8Wl/bSdF5uZl4au6deGvtRry0aDb6F/TUDM1uJeiayRoDIQESIAESIIEgAhR0dgkSIAESIAES0AABCroGksgQSIAESIAESICCzj5AAiRAAiRAAhogQEHXQBIZAgmQAAmQAAlQ0NkHSIAESIAESEADBCjoGkgiQyABEiABEiABCjr7AAmQAAmQAAlogAAFXQNJZAgkQAIkQAIkQEFnHyABEiABEiABDRCgoGsgiQyBBEiABEiABCjo7AMkQAIkQAIkoAECFHQNJJEhkAAJkAAJkAAFnX2ABEiABEiABDRAgIKugSQyBBIgARIgARKgoLMPkAAJkAAJkIAGCFDQNZBEhkACJEACJEACFHT2ARIgARIgARLQAAEKugaSyBBIgARIgARIgILOPkACJEACJEACGiBAQddAEhkCCZAACZAACVDQ2QdIgARIgARIQAMEKOgaSCJDIAESIAESIAEKOvsACZAACZAACWiAAAVdA0lkCCRAAiRAAiRAQWcfIAESIAESIAENEKCgayCJDIEESIAESIAEKOjsAyRAAiRAAiSgAQIUdA0kkSGQAAmQAAmQAAWdfYAESIAESIAENECAgq6BJDIEEiABEiABEqCgsw+QAAmQAAmQgAYIUNA1kESGQAIkQAIkQAIUdPYBEiABEiABEtAAAQq6BpLIEEiABEiABEiAgs4+QAIkQAIkQAIaIEBB10ASGQIJkAAJkAAJUNDZB0iABEiABEhAAwQo6BpIIkMgARIgARIgAQo6+wAJkAAJkAAJaIAABV0DSWQIJEACJEACJEBBZx8gARIgARIgAQ0QoKBrIIkMgQRIgARIgAQo6OwDJEACJEACJKABAhR0DSSRIZAACZAACZAABZ19gARIgARIgAQ0QICCroEkMgQSIAESIAESoKCzD5AACZAACZCABghQ0DWQRIZAAiRAAiRAAhR09gESIAESIAES0AABCroGksgQSIAESIAESICCzj5AAiRAAiRAAhogQEHXQBIZAgmQAAmQAAlQ0NkHSIAESIAESEADBCjoGkgiQyABEiABEiABCjr7AAmQAAmQAAlogAAFXQNJZAgkQAIkQAIkQEFnHyABEiABEiABDRCgoGsgiQyBBEiABEiABCjo7AMkQAIkQAIkoAECFHQNJJEhkAAJkAAJkMD/B5I3auZCGVpvAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.figure_factory as ff\n",
    "import numpy as np\n",
    "Al = np.array([0. , 0. , 0., 0., 1./3, 1./3, 1./3, 2./3, 2./3, 1.])\n",
    "Cu = np.array([0., 1./3, 2./3, 1., 0., 1./3, 2./3, 0., 1./3, 0.])\n",
    "Y = 1 - Al - Cu\n",
    "# synthetic data for mixing enthalpy\n",
    "# See https://pycalphad.org/docs/latest/examples/TernaryExamples.html\n",
    "enthalpy = (Al - 0.01) * Cu * (Al - 0.52) * (Cu - 0.48) * (Y - 1)**2\n",
    "fig = ff.create_ternary_contour(np.array([Al, Y, Cu]), enthalpy,\n",
    "                                pole_labels=['Al', 'Y', 'Cu'],\n",
    "                                interp_mode='cartesian')\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "apart-chocolate",
   "metadata": {},
   "source": [
    "### Customized ternary contour plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "floral-office",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.figure_factory as ff\n",
    "import numpy as np\n",
    "Al = np.array([0. , 0. , 0., 0., 1./3, 1./3, 1./3, 2./3, 2./3, 1.])\n",
    "Cu = np.array([0., 1./3, 2./3, 1., 0., 1./3, 2./3, 0., 1./3, 0.])\n",
    "Y = 1 - Al - Cu\n",
    "# synthetic data for mixing enthalpy\n",
    "# See https://pycalphad.org/docs/latest/examples/TernaryExamples.html\n",
    "enthalpy = 2.e6 * (Al - 0.01) * Cu * (Al - 0.52) * (Cu - 0.48) * (Y - 1)**2 - 5000\n",
    "fig = ff.create_ternary_contour(np.array([Al, Y, Cu]), enthalpy,\n",
    "                                pole_labels=['Al', 'Y', 'Cu'],\n",
    "                                interp_mode='cartesian',\n",
    "                                ncontours=20,\n",
    "                                colorscale='Viridis',\n",
    "                                showscale=True,\n",
    "                                title='Mixing enthalpy of ternary alloy')\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "musical-brass",
   "metadata": {},
   "source": [
    "### Ternary contour plot with lines only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "vanilla-revolution",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.figure_factory as ff\n",
    "import numpy as np\n",
    "Al = np.array([0. , 0. , 0., 0., 1./3, 1./3, 1./3, 2./3, 2./3, 1.])\n",
    "Cu = np.array([0., 1./3, 2./3, 1., 0., 1./3, 2./3, 0., 1./3, 0.])\n",
    "Y = 1 - Al - Cu\n",
    "# synthetic data for mixing enthalpy\n",
    "# See https://pycalphad.org/docs/latest/examples/TernaryExamples.html\n",
    "enthalpy = 2.e6 * (Al - 0.01) * Cu * (Al - 0.52) * (Cu - 0.48) * (Y - 1)**2 - 5000\n",
    "fig = ff.create_ternary_contour(np.array([Al, Y, Cu]), enthalpy,\n",
    "                                pole_labels=['Al', 'Y', 'Cu'],\n",
    "                                interp_mode='cartesian',\n",
    "                                ncontours=20,\n",
    "                                coloring='lines')\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "italic-junior",
   "metadata": {},
   "source": [
    "### Ternary contour plot with data points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "passive-group",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.figure_factory as ff\n",
    "import numpy as np\n",
    "Al, Cu = np.mgrid[0:1:7j, 0:1:7j]\n",
    "Al, Cu = Al.ravel(), Cu.ravel()\n",
    "mask = Al + Cu <= 1\n",
    "Al, Cu = Al[mask], Cu[mask]\n",
    "Y = 1 - Al - Cu\n",
    "\n",
    "enthalpy = (Al - 0.5) * (Cu - 0.5) * (Y - 1)**2\n",
    "fig = ff.create_ternary_contour(np.array([Al, Y, Cu]), enthalpy,\n",
    "                                pole_labels=['Al', 'Y', 'Cu'],\n",
    "                                ncontours=20,\n",
    "                                coloring='lines',\n",
    "                                showmarkers=True)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "inner-insured",
   "metadata": {},
   "source": [
    "### Interpolation mode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "aggressive-yorkshire",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a, b = np.mgrid[0:1:20j, 0:1:20j]\n",
    "mask = a + b <= 1\n",
    "a, b = a[mask], b[mask]\n",
    "coords = np.stack((a, b, 1 - a - b))\n",
    "value = np.sin(3.2 * np.pi * (a + b)) + np.sin(3 * np.pi * (a - b))\n",
    "fig = ff.create_ternary_contour(coords, value, ncontours=9)\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
